Past exam of the mathematics course of the University of Cambridge / 2024 / iii / Paper 205 / 4 / a / Solution

The Square-root Lasso estimator with regularization parameter $\gamma >0$ isUnlike the ordinary Lasso, its tuning parameter does not require prior knowledge of the noise standard deviation $\sigma$.